Overview

Dataset Statistics

Number of Variables 22
Number of Rows 2413
Missing Cells 0
Missing Cells (%) 0.0%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 400.6 KB
Average Row Size in Memory 170.0 B
Variable Types
  • Numerical: 19
  • Categorical: 3

Dataset Insights

Thinness_10_to_19_years_Winsorized and Thinness_5_to_9_years_Winsorized have similar distributions Similar Distribution
Infant_deaths is skewed Skewed
Alcohol_Winsorized is skewed Skewed
log_Percentage_expenditure is skewed Skewed
HepatitisB_Winsorized is skewed Skewed
Measles is skewed Skewed
Under_five_deaths is skewed Skewed
Polio_Winsorized is skewed Skewed
Diphtheria_Winsorized is skewed Skewed
log_Population is skewed Skewed
HIV_AIDS_Winsorized has constant length 3 Constant Length
Status_Developed has constant length 1 Constant Length
Status_Developing has constant length 1 Constant Length
Infant_deaths has 843 (34.94%) zeros Zeros
log_Percentage_expenditure has 502 (20.8%) zeros Zeros
Measles has 983 (40.74%) zeros Zeros
Under_five_deaths has 780 (32.32%) zeros Zeros
  • 1
  • 2

Variables

Year

numerical

Approximate Distinct Count 16
Approximate Unique (%) 0.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 2007.8036
Minimum 2000
Maximum 2015
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Year is skewed left (γ1 = -0.0656)

Quantile Statistics

Minimum 2000
5-th Percentile 2000
Q1 2004
Median 2008
Q3 2012
95-th Percentile 2015
Maximum 2015
Range 15
IQR 8

Descriptive Statistics

Mean 2007.8036
Standard Deviation 4.5246
Variance 20.4722
Sum 4.8448e+06
Skewness -0.06557
Kurtosis -1.1568
Coefficient of Variation 0.002254
  • Year is not normally distributed (p-value 4.7911871159257815e-06)

Life_Expectancy_Winsorized

numerical

Approximate Distinct Count 288
Approximate Unique (%) 11.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 70.7152
Minimum 52.6
Maximum 89
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Life_Expectancy_Winsorized is skewed left (γ1 = -0.59)

Quantile Statistics

Minimum 52.6
5-th Percentile 52.6
Q1 65.5
Median 73
Q3 76.3
95-th Percentile 82.04
Maximum 89
Range 36.4
IQR 10.8

Descriptive Statistics

Mean 70.7152
Standard Deviation 8.4749
Variance 71.8243
Sum 170635.7
Skewness -0.59
Kurtosis -0.347
Coefficient of Variation 0.1198
  • Life_Expectancy_Winsorized is not normally distributed (p-value 0.0004839493000249985)

Adult_Mortality_Winsorized

numerical

Approximate Distinct Count 311
Approximate Unique (%) 12.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 150.9988
Minimum 1
Maximum 412
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Adult_Mortality_Winsorized is skewed right (γ1 = 0.7578)

Quantile Statistics

Minimum 1
5-th Percentile 12
Q1 72
Median 135
Q3 215
95-th Percentile 383
Maximum 412
Range 411
IQR 143

Descriptive Statistics

Mean 150.9988
Standard Deviation 106.2608
Variance 11291.347
Sum 364360
Skewness 0.7578
Kurtosis -0.02422
Coefficient of Variation 0.7037

Infant_deaths

numerical

Approximate Distinct Count 103
Approximate Unique (%) 4.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 10.3373
Minimum 0
Maximum 549
Zeros 843
Zeros (%) 34.9%
Negatives 0
Negatives (%) 0.0%
  • Infant_deaths is skewed right (γ1 = 8.928)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 2
Q3 10
95-th Percentile 53
Maximum 549
Range 549
IQR 10

Descriptive Statistics

Mean 10.3373
Standard Deviation 24.4006
Variance 595.3903
Sum 24944
Skewness 8.928
Kurtosis 143.5209
Coefficient of Variation 2.3604
  • Infant_deaths is not normally distributed (p-value 1.1981343649826165e-24)
  • Infant_deaths has 323 outliers

Alcohol_Winsorized

numerical

Approximate Distinct Count 999
Approximate Unique (%) 41.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 4.9014
Minimum 0.01
Maximum 13.59
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Alcohol_Winsorized is skewed right (γ1 = 0.4628)

Quantile Statistics

Minimum 0.01
5-th Percentile 0.01
Q1 1.31
Median 4.5
Q3 7.7
95-th Percentile 12.05
Maximum 13.59
Range 13.58
IQR 6.39

Descriptive Statistics

Mean 4.9014
Standard Deviation 3.9091
Variance 15.2814
Sum 11826.975
Skewness 0.4628
Kurtosis -0.8828
Coefficient of Variation 0.7976
  • Alcohol_Winsorized is not normally distributed (p-value 6.36397626766873e-19)

BMI

numerical

Approximate Distinct Count 587
Approximate Unique (%) 24.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 41.1139
Minimum 1.9
Maximum 87.3
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • BMI is skewed left (γ1 = -0.4764)

Quantile Statistics

Minimum 1.9
5-th Percentile 5.4
Q1 23.8
Median 47.1
Q3 57.1
95-th Percentile 65.3
Maximum 87.3
Range 85.4
IQR 33.3

Descriptive Statistics

Mean 41.1139
Standard Deviation 19.5403
Variance 381.8252
Sum 99207.9
Skewness -0.4764
Kurtosis -0.9977
Coefficient of Variation 0.4753
  • BMI is not normally distributed (p-value 0.009923312808885197)

log_Percentage_expenditure

numerical

Approximate Distinct Count 1912
Approximate Unique (%) 79.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 4.1271
Minimum -2.2251
Maximum 9.8771
Zeros 502
Zeros (%) 20.8%
Negatives 13
Negatives (%) 0.5%
  • log_Percentage_expenditure is skewed left (γ1 = -0.1628)

Quantile Statistics

Minimum -2.2251
5-th Percentile 0
Q1 1.7856
Median 4.5012
Q3 6.2684
95-th Percentile 8.5326
Maximum 9.8771
Range 12.1022
IQR 4.4828

Descriptive Statistics

Mean 4.1271
Standard Deviation 2.8131
Variance 7.9136
Sum 9958.5878
Skewness -0.1628
Kurtosis -1.075
Coefficient of Variation 0.6816
  • log_Percentage_expenditure is not normally distributed (p-value 1.2430831243957334e-20)

HepatitisB_Winsorized

numerical

Approximate Distinct Count 18
Approximate Unique (%) 0.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 90.6133
Minimum 81
Maximum 99
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • HepatitisB_Winsorized is skewed left (γ1 = -0.3447)

Quantile Statistics

Minimum 81
5-th Percentile 81
Q1 85
Median 92
Q3 96
95-th Percentile 99
Maximum 99
Range 18
IQR 11

Descriptive Statistics

Mean 90.6133
Standard Deviation 6.3438
Variance 40.2439
Sum 218650
Skewness -0.3447
Kurtosis -1.2709
Coefficient of Variation 0.07001
  • HepatitisB_Winsorized is not normally distributed (p-value 6.1896803947107816e-12)

Measles

numerical

Approximate Distinct Count 442
Approximate Unique (%) 18.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 88.9764
Minimum 0
Maximum 999
Zeros 983
Zeros (%) 40.7%
Negatives 0
Negatives (%) 0.0%
  • Measles is skewed right (γ1 = 2.7362)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 4
Q3 66
95-th Percentile 565.8
Maximum 999
Range 999
IQR 66

Descriptive Statistics

Mean 88.9764
Standard Deviation 186.9376
Variance 34945.6698
Sum 214700
Skewness 2.7362
Kurtosis 7.2234
Coefficient of Variation 2.101
  • Measles is not normally distributed (p-value 1.1541133555186667e-24)
  • Measles has 391 outliers

Under_five_deaths

numerical

Approximate Distinct Count 133
Approximate Unique (%) 5.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 14.397
Minimum 0
Maximum 879
Zeros 780
Zeros (%) 32.3%
Negatives 0
Negatives (%) 0.0%
  • Under_five_deaths is skewed right (γ1 = 9.671)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 2
Q3 12
95-th Percentile 80
Maximum 879
Range 879
IQR 12

Descriptive Statistics

Mean 14.397
Standard Deviation 35.4247
Variance 1254.9103
Sum 34740
Skewness 9.671
Kurtosis 176.6676
Coefficient of Variation 2.4606
  • Under_five_deaths is not normally distributed (p-value 9.66192307822844e-25)
  • Under_five_deaths has 367 outliers

Polio_Winsorized

numerical

Approximate Distinct Count 20
Approximate Unique (%) 0.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 90.8966
Minimum 79
Maximum 99
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Polio_Winsorized is skewed left (γ1 = -0.5874)

Quantile Statistics

Minimum 79
5-th Percentile 79
Q1 84
Median 94
Q3 97
95-th Percentile 99
Maximum 99
Range 20
IQR 13

Descriptive Statistics

Mean 90.8966
Standard Deviation 7.45
Variance 55.5027
Sum 219333.5
Skewness -0.5874
Kurtosis -1.222
Coefficient of Variation 0.08196
  • Polio_Winsorized is not normally distributed (p-value 5.000844650226085e-12)

Total_Expenditure_Winsorized

numerical

Approximate Distinct Count 753
Approximate Unique (%) 31.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 6.1313
Minimum 0.37
Maximum 11.7
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Total_Expenditure_Winsorized is skewed right (γ1 = 0.0705)

Quantile Statistics

Minimum 0.37
5-th Percentile 1.93
Q1 4.59
Median 6.2
Q3 7.5
95-th Percentile 9.764
Maximum 11.7
Range 11.33
IQR 2.91

Descriptive Statistics

Mean 6.1313
Standard Deviation 2.324
Variance 5.401
Sum 14794.715
Skewness 0.07047
Kurtosis -0.1464
Coefficient of Variation 0.379
  • Total_Expenditure_Winsorized is not normally distributed (p-value 6.540927157289795e-06)

Diphtheria_Winsorized

numerical

Approximate Distinct Count 34
Approximate Unique (%) 1.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 88.7971
Minimum 65
Maximum 99
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Diphtheria_Winsorized is skewed left (γ1 = -1.1278)

Quantile Statistics

Minimum 65
5-th Percentile 65
Q1 84
Median 94
Q3 97
95-th Percentile 99
Maximum 99
Range 34
IQR 13

Descriptive Statistics

Mean 88.7971
Standard Deviation 11.1421
Variance 124.1465
Sum 214267.5
Skewness -1.1278
Kurtosis -0.08353
Coefficient of Variation 0.1255
  • Diphtheria_Winsorized is not normally distributed (p-value 1.424080925801028e-07)

HIV_AIDS_Winsorized

categorical

Approximate Distinct Count 8
Approximate Unique (%) 0.3%
Missing 0
Missing (%) 0.0%
Memory Size 160.2 KB
  • The largest value (0.1) is over 2.98 times larger than the second largest value (0.8)

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.1
2nd row 0.1
3rd row 0.1
4th row 0.1
5th row 0.1

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 4826
  • The top 2 categories (0.1, 0.8) take over 50.0%
  • The largest value (01) is over 2.98 times larger than the second largest value (08)
  • HIV_AIDS_Winsorized has words of constant length

log_GDP

numerical

Approximate Distinct Count 2065
Approximate Unique (%) 85.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 7.6443
Minimum 1.735
Maximum 11.6883
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • log_GDP is skewed left (γ1 = -0.2205)

Quantile Statistics

Minimum 1.735
5-th Percentile 4.5782
Q1 6.6015
Median 7.7025
Q3 8.6508
95-th Percentile 10.6363
Maximum 11.6883
Range 9.9534
IQR 2.0492

Descriptive Statistics

Mean 7.6443
Standard Deviation 1.7177
Variance 2.9506
Sum 18445.6375
Skewness -0.2205
Kurtosis 0.06318
Coefficient of Variation 0.2247
  • log_GDP is not normally distributed (p-value 0.0037350554704580177)
  • log_GDP has 37 outliers

log_Population

numerical

Approximate Distinct Count 1856
Approximate Unique (%) 76.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 13.7345
Minimum 3.5264
Maximum 19.1072
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • log_Population is skewed left (γ1 = -0.8733)

Quantile Statistics

Minimum 3.5264
5-th Percentile 9.5291
Q1 12.6977
Median 14.0988
Q3 15.0729
95-th Percentile 17.0931
Maximum 19.1072
Range 15.5809
IQR 2.3752

Descriptive Statistics

Mean 13.7345
Standard Deviation 2.2734
Variance 5.1686
Sum 33141.3446
Skewness -0.8733
Kurtosis 1.518
Coefficient of Variation 0.1655
  • log_Population is not normally distributed (p-value 1.8860410726658204e-11)
  • log_Population has 111 outliers

Thinness_10_to_19_years_Winsorized

numerical

Approximate Distinct Count 110
Approximate Unique (%) 4.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 4.029
Minimum 0.1
Maximum 12
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Thinness_10_to_19_years_Winsorized is skewed right (γ1 = 0.893)

Quantile Statistics

Minimum 0.1
5-th Percentile 0.5
Q1 1.5
Median 3
Q3 6.4
95-th Percentile 11.24
Maximum 12
Range 11.9
IQR 4.9

Descriptive Statistics

Mean 4.029
Standard Deviation 3.1979
Variance 10.2268
Sum 9722
Skewness 0.893
Kurtosis -0.1608
Coefficient of Variation 0.7937

Thinness_5_to_9_years_Winsorized

numerical

Approximate Distinct Count 111
Approximate Unique (%) 4.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 4.0271
Minimum 0.1
Maximum 12.1
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Thinness_5_to_9_years_Winsorized is skewed right (γ1 = 0.8972)

Quantile Statistics

Minimum 0.1
5-th Percentile 0.4
Q1 1.4
Median 3.1
Q3 6.3
95-th Percentile 11.3
Maximum 12.1
Range 12
IQR 4.9

Descriptive Statistics

Mean 4.0271
Standard Deviation 3.2249
Variance 10.3998
Sum 9717.4
Skewness 0.8972
Kurtosis -0.1193
Coefficient of Variation 0.8008

Income_Composition_Of_Resources_Winsorized

numerical

Approximate Distinct Count 590
Approximate Unique (%) 24.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 0.6613
Minimum 0.286
Maximum 0.948
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Income_Composition_Of_Resources_Winsorized is skewed left (γ1 = -0.6121)

Quantile Statistics

Minimum 0.286
5-th Percentile 0.286
Q1 0.554
Median 0.7
Q3 0.787
95-th Percentile 0.894
Maximum 0.948
Range 0.662
IQR 0.233

Descriptive Statistics

Mean 0.6613
Standard Deviation 0.1704
Variance 0.02903
Sum 1595.652
Skewness -0.6121
Kurtosis -0.4737
Coefficient of Variation 0.2577

Schooling_Winsorized

numerical

Approximate Distinct Count 137
Approximate Unique (%) 5.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 37.7 KB
Mean 12.477
Minimum 5.3
Maximum 19.1
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Schooling_Winsorized is skewed left (γ1 = -0.346)

Quantile Statistics

Minimum 5.3
5-th Percentile 6.8
Q1 10.7
Median 12.7
Q3 14.4
95-th Percentile 16.94
Maximum 19.1
Range 13.8
IQR 3.7

Descriptive Statistics

Mean 12.477
Standard Deviation 2.9358
Variance 8.6189
Sum 30107
Skewness -0.346
Kurtosis 0.06091
Coefficient of Variation 0.2353

Status_Developed

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155.5 KB
  • The largest value (0) is over 4.07 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2413
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 4.07 times larger than the second largest value (1)
  • Status_Developed has words of constant length

Status_Developing

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.1%
Missing 0
Missing (%) 0.0%
Memory Size 155.5 KB
  • The largest value (1) is over 4.07 times larger than the second largest value (0)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 1
2nd row 1
3rd row 1
4th row 1
5th row 1

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 2413
  • The top 2 categories (1, 0) take over 50.0%
  • The largest value (1) is over 4.07 times larger than the second largest value (0)
  • Status_Developing has words of constant length

Interactions

Correlations

Missing Values